{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting started with Captum Insights: a simple model on CIFAR10 dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Demonstrates how to use Captum Insights embedded in a notebook to debug a CIFAR model and test samples. This is a slight modification of the CIFAR_TorchVision_Interpret notebook.\n",
    "\n",
    "More details about the model can be found here: https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html#sphx-glr-beginner-blitz-cifar10-tutorial-py\n",
    "  \n",
    "  **Note:** Before running this tutorial, please install the torchvision, and IPython packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "from captum.insights import AttributionVisualizer, Batch\n",
    "from captum.insights.attr_vis.features import ImageFeature\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define functions for classification classes and pretrained model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_classes():\n",
    "    classes = [\n",
    "        \"Plane\",\n",
    "        \"Car\",\n",
    "        \"Bird\",\n",
    "        \"Cat\",\n",
    "        \"Deer\",\n",
    "        \"Dog\",\n",
    "        \"Frog\",\n",
    "        \"Horse\",\n",
    "        \"Ship\",\n",
    "        \"Truck\",\n",
    "    ]\n",
    "    return classes\n",
    "\n",
    "\n",
    "def get_pretrained_model():\n",
    "    class Net(nn.Module):\n",
    "        def __init__(self):\n",
    "            super(Net, self).__init__()\n",
    "            self.conv1 = nn.Conv2d(3, 6, 5)\n",
    "            self.pool1 = nn.MaxPool2d(2, 2)\n",
    "            self.pool2 = nn.MaxPool2d(2, 2)\n",
    "            self.conv2 = nn.Conv2d(6, 16, 5)\n",
    "            self.fc1 = nn.Linear(16 * 5 * 5, 120)\n",
    "            self.fc2 = nn.Linear(120, 84)\n",
    "            self.fc3 = nn.Linear(84, 10)\n",
    "            self.relu1 = nn.ReLU()\n",
    "            self.relu2 = nn.ReLU()\n",
    "            self.relu3 = nn.ReLU()\n",
    "            self.relu4 = nn.ReLU()\n",
    "\n",
    "        def forward(self, x):\n",
    "            x = self.pool1(self.relu1(self.conv1(x)))\n",
    "            x = self.pool2(self.relu2(self.conv2(x)))\n",
    "            x = x.view(-1, 16 * 5 * 5)\n",
    "            x = self.relu3(self.fc1(x))\n",
    "            x = self.relu4(self.fc2(x))\n",
    "            x = self.fc3(x)\n",
    "            return x\n",
    "\n",
    "    net = Net()\n",
    "    net.load_state_dict(torch.load(\"models/cifar_torchvision.pt\"))\n",
    "    return net\n",
    "\n",
    "\n",
    "def baseline_func(input):\n",
    "    return input * 0\n",
    "\n",
    "\n",
    "def formatted_data_iter():\n",
    "    dataset = torchvision.datasets.CIFAR10(\n",
    "        root=\"data/test\", train=False, download=True, transform=transforms.ToTensor()\n",
    "    )\n",
    "    dataloader = iter(\n",
    "        torch.utils.data.DataLoader(dataset, batch_size=4, shuffle=False, num_workers=2)\n",
    "    )\n",
    "    while True:\n",
    "        images, labels = next(dataloader)\n",
    "        yield Batch(inputs=images, labels=labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the visualizer and render inside notebook for interactive debugging."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "normalize = transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
    "model = get_pretrained_model()\n",
    "visualizer = AttributionVisualizer(\n",
    "    models=[model],\n",
    "    score_func=lambda o: torch.nn.functional.softmax(o, 1),\n",
    "    classes=get_classes(),\n",
    "    features=[\n",
    "        ImageFeature(\n",
    "            \"Photo\",\n",
    "            baseline_transforms=[baseline_func],\n",
    "            input_transforms=[normalize],\n",
    "        )\n",
    "    ],\n",
    "    dataset=formatted_data_iter(),\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a16715bdfba9454bb4180e852cc98c1c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "CaptumInsights(insights_config={'classes': ['Plane', 'Car', 'Bird', 'Cat', 'Deer', 'Dog', 'Frog', 'Horse', 'Sh…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4b44b7e00f004ef7a56a34200ff2a64f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualizer.render()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show a screenshot if using notebook non-interactively\n",
    "from IPython.display import Image\n",
    "Image(filename='img/captum_insights.png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}